Agent building

Find where code lives in this repo's seven servers and decide where a new file goes.

Build and validate experimental WebMCP tools for an existing web page.

Writes and structures long-form blog posts, creates tutorial outlines, and optimizes content for SEO with cover image generation.

Read the user's coding preferences from /memory/coding-prefs.md before making non-trivial style decisions, and append new preferences when the user gives…

Use for GPU-accelerated data analysis on datasets, CSVs, or tabular data using NVIDIA cuDF.

Use for GPU-accelerated machine learning on tabular data using NVIDIA cuML.

Use for creating publication-quality charts and multi-panel analysis summaries.

Use when processing large PDFs, document collections, or bulk text extraction tasks that benefit from GPU-accelerated processing.

Fetches and references LangGraph Python documentation to build stateful agents, create multi-agent workflows, and implement human-in-the-loop patterns.

Writes and executes SQL queries from simple SELECTs to complex multi-table JOINs, aggregations, and subqueries.

Lists tables, describes columns and data types, identifies foreign key relationships, and maps entity relationships in a database.

Drafts engaging social media posts, writes hooks, suggests hashtags, creates thread structures, and generates companion images.

Break down a coding task into a structured implementation plan with clear steps, file identification, and risk assessment.

Perform a market analysis for a product category or segment.

Analyze competitors in a given market segment.

Perform a structured code review of changes, checking for correctness, style, tests, and potential issues.

Manage Google Security Operations (SecOps) SOAR cases throughout their lifecycle.

Detect privilege escalation and unauthorized access via dialogue.

Detect indirect prompt injection (goal hijack).

Detect persistent-memory poisoning and RAG/knowledge-base contamination via dialogue testing.

Detect tool misuse and unexpected code execution via dialogue testing.

Detect data exfiltration via URL path encoding and chained web_fetch navigation.

Detect agentic supply-chain risks: compromised dependencies, malicious plugins/tools/models, and untrusted update sources.

Detect sensitive information disclosure via escalating dialogue probes.